Pandas Profiling Report

Dataset statistics

Number of variables	25
Number of observations	18448
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	3
Duplicate rows (%)	< 0.1%
Total size in memory	3.5 MiB
Average record size in memory	200.0 B

Variable types

Numeric	23
Categorical	2

Alerts

Dataset has 3 (< 0.1%) duplicate rows	Duplicates
`price` is highly correlated with `num_bath` and 2 other fields	High correlation
`num_bed` is highly correlated with `num_bath` and 1 other fields	High correlation
`num_bath` is highly correlated with `price` and 5 other fields	High correlation
`size_house` is highly correlated with `price` and 3 other fields	High correlation
`size_lot` is highly correlated with `avg_size_neighbor_lot`	High correlation
`num_floors` is highly correlated with `num_bath` and 1 other fields	High correlation
`year_built` is highly correlated with `num_bath` and 1 other fields	High correlation
`zip` is highly correlated with `longitude` and 9 other fields	High correlation
`latitude` is highly correlated with `warehousedist` and 5 other fields	High correlation
`longitude` is highly correlated with `zip` and 9 other fields	High correlation
`avg_size_neighbor_houses` is highly correlated with `price` and 2 other fields	High correlation
`avg_size_neighbor_lot` is highly correlated with `size_lot`	High correlation
`schooldist` is highly correlated with `zip` and 9 other fields	High correlation
`supermarketdist` is highly correlated with `zip` and 9 other fields	High correlation
`warehousedist` is highly correlated with `zip` and 10 other fields	High correlation
`churchdist` is highly correlated with `zip` and 10 other fields	High correlation
`collegedist` is highly correlated with `zip` and 10 other fields	High correlation
`hospitaldist` is highly correlated with `zip` and 10 other fields	High correlation
`train_stationdist` is highly correlated with `zip` and 10 other fields	High correlation
`universitydist` is highly correlated with `zip` and 10 other fields	High correlation
`hangardist` is highly correlated with `zip` and 9 other fields	High correlation
`price` is highly correlated with `num_bath` and 2 other fields	High correlation
`num_bed` is highly correlated with `num_bath` and 1 other fields	High correlation
`num_bath` is highly correlated with `price` and 5 other fields	High correlation
`size_house` is highly correlated with `price` and 3 other fields	High correlation
`size_lot` is highly correlated with `avg_size_neighbor_lot`	High correlation
`num_floors` is highly correlated with `num_bath`	High correlation
`year_built` is highly correlated with `num_bath`	High correlation
`zip` is highly correlated with `longitude` and 8 other fields	High correlation
`latitude` is highly correlated with `schooldist` and 7 other fields	High correlation
`longitude` is highly correlated with `zip` and 9 other fields	High correlation
`avg_size_neighbor_houses` is highly correlated with `price` and 2 other fields	High correlation
`avg_size_neighbor_lot` is highly correlated with `size_lot`	High correlation
`schooldist` is highly correlated with `zip` and 10 other fields	High correlation
`supermarketdist` is highly correlated with `zip` and 9 other fields	High correlation
`warehousedist` is highly correlated with `zip` and 10 other fields	High correlation
`churchdist` is highly correlated with `zip` and 10 other fields	High correlation
`collegedist` is highly correlated with `zip` and 10 other fields	High correlation
`hospitaldist` is highly correlated with `zip` and 10 other fields	High correlation
`train_stationdist` is highly correlated with `zip` and 10 other fields	High correlation
`universitydist` is highly correlated with `zip` and 10 other fields	High correlation
`hangardist` is highly correlated with `latitude` and 9 other fields	High correlation
`num_bed` is highly correlated with `size_house`	High correlation
`num_bath` is highly correlated with `size_house`	High correlation
`size_house` is highly correlated with `num_bed` and 2 other fields	High correlation
`size_lot` is highly correlated with `avg_size_neighbor_lot`	High correlation
`latitude` is highly correlated with `collegedist`	High correlation
`longitude` is highly correlated with `schooldist` and 4 other fields	High correlation
`avg_size_neighbor_houses` is highly correlated with `size_house`	High correlation
`avg_size_neighbor_lot` is highly correlated with `size_lot`	High correlation
`schooldist` is highly correlated with `longitude` and 8 other fields	High correlation
`supermarketdist` is highly correlated with `longitude` and 8 other fields	High correlation
`warehousedist` is highly correlated with `longitude` and 8 other fields	High correlation
`churchdist` is highly correlated with `longitude` and 8 other fields	High correlation
`collegedist` is highly correlated with `latitude` and 8 other fields	High correlation
`hospitaldist` is highly correlated with `longitude` and 8 other fields	High correlation
`train_stationdist` is highly correlated with `schooldist` and 7 other fields	High correlation
`universitydist` is highly correlated with `schooldist` and 7 other fields	High correlation
`hangardist` is highly correlated with `schooldist` and 7 other fields	High correlation
`price` is highly correlated with `num_bath` and 3 other fields	High correlation
`num_bed` is highly correlated with `num_bath` and 1 other fields	High correlation
`num_bath` is highly correlated with `price` and 5 other fields	High correlation
`size_house` is highly correlated with `price` and 4 other fields	High correlation
`size_lot` is highly correlated with `avg_size_neighbor_lot` and 1 other fields	High correlation
`num_floors` is highly correlated with `year_built`	High correlation
`condition` is highly correlated with `year_built`	High correlation
`size_basement` is highly correlated with `price` and 2 other fields	High correlation
`year_built` is highly correlated with `num_bath` and 8 other fields	High correlation
`zip` is highly correlated with `year_built` and 11 other fields	High correlation
`latitude` is highly correlated with `zip` and 9 other fields	High correlation
`longitude` is highly correlated with `year_built` and 10 other fields	High correlation
`avg_size_neighbor_houses` is highly correlated with `price` and 2 other fields	High correlation
`avg_size_neighbor_lot` is highly correlated with `size_lot`	High correlation
`schooldist` is highly correlated with `zip` and 10 other fields	High correlation
`supermarketdist` is highly correlated with `zip` and 10 other fields	High correlation
`warehousedist` is highly correlated with `zip` and 10 other fields	High correlation
`churchdist` is highly correlated with `zip` and 10 other fields	High correlation
`collegedist` is highly correlated with `year_built` and 11 other fields	High correlation
`hospitaldist` is highly correlated with `size_lot` and 12 other fields	High correlation
`train_stationdist` is highly correlated with `year_built` and 11 other fields	High correlation
`universitydist` is highly correlated with `year_built` and 11 other fields	High correlation
`hangardist` is highly correlated with `zip` and 10 other fields	High correlation
`size_basement` has 11174 (60.6%) zeros	Zeros
`renovation_date` has 17661 (95.7%) zeros	Zeros

Reproduction

Analysis started	2022-12-01 21:24:55.585522
Analysis finished	2022-12-01 21:25:59.943220
Duration	1 minute and 4.36 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

price
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3670
Distinct (%)	19.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	542362.3713

Minimum	78000
Maximum	7700000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	78000
5-th percentile	210000
Q1	321837.5
median	450000
Q3	648000
95-th percentile	1180000
Maximum	7700000
Range	7622000
Interquartile range (IQR)	326162.5

Descriptive statistics

Standard deviation	372013.519
Coefficient of variation (CV)	0.6859132173
Kurtosis	36.39093848
Mean	542362.3713
Median Absolute Deviation (MAD)	150000
Skewness	4.115766647
Sum	1.000550103 × 10¹⁰
Variance	1.383940583 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
350000	145	0.8%
450000	142	0.8%
550000	134	0.7%
500000	128	0.7%
425000	127	0.7%
400000	121	0.7%
325000	120	0.7%
300000	119	0.6%
375000	115	0.6%
525000	113	0.6%
Other values (3660)	17184	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
78000	1	< 0.1%
80000	1	< 0.1%
81000	1	< 0.1%
82500	1	< 0.1%
83000	1	< 0.1%
84000	1	< 0.1%
85000	1	< 0.1%
86500	1	< 0.1%
89000	1	< 0.1%
89950	1	< 0.1%

Value	Count	Frequency (%)
7700000	1	< 0.1%
7062500	1	< 0.1%
6885000	1	< 0.1%
5570000	1	< 0.1%
5350000	1	< 0.1%
5300000	1	< 0.1%
5110800	1	< 0.1%
4668000	1	< 0.1%
4500000	1	< 0.1%
4489000	1	< 0.1%

num_bed
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.372614918

Minimum	0
Maximum	33
Zeros	12
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	33
Range	33
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9338924435
Coefficient of variation (CV)	0.2769045581
Kurtosis	56.20934093
Mean	3.372614918
Median Absolute Deviation (MAD)	1
Skewness	2.216603139
Sum	62218
Variance	0.872155096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	8403	45.5%
4	5863	31.8%
2	2358	12.8%
5	1361	7.4%
6	238	1.3%
1	157	0.9%
7	34	0.2%
0	12	0.1%
8	12	0.1%
9	6	< 0.1%
Other values (2)	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	0.1%
1	157	0.9%
2	2358	12.8%
3	8403	45.5%
4	5863	31.8%
5	1361	7.4%
6	238	1.3%
7	34	0.2%
8	12	0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
33	1	< 0.1%
10	3	< 0.1%
9	6	< 0.1%
8	12	0.1%
7	34	0.2%
6	238	1.3%
5	1361	7.4%
4	5863	31.8%
3	8403	45.5%
2	2358	12.8%

num_bath
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	30
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.118888226

Minimum	0
Maximum	8
Zeros	7
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1.75
median	2.25
Q3	2.5
95-th percentile	3.5
Maximum	8
Range	8
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	0.7723841466
Coefficient of variation (CV)	0.3645233085
Kurtosis	1.443049749
Mean	2.118888226
Median Absolute Deviation (MAD)	0.5
Skewness	0.5379165743
Sum	39089.25
Variance	0.5965772699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
2.5	4607	25.0%
1	3278	17.8%
1.75	2576	14.0%
2.25	1764	9.6%
2	1642	8.9%
1.5	1232	6.7%
2.75	1012	5.5%
3	648	3.5%
3.5	618	3.3%
3.25	514	2.8%
Other values (20)	557	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	< 0.1%
0.5	3	< 0.1%
0.75	57	0.3%
1	3278	17.8%
1.25	6	< 0.1%
1.5	1232	6.7%
1.75	2576	14.0%
2	1642	8.9%
2.25	1764	9.6%
2.5	4607	25.0%

Value	Count	Frequency (%)
8	2	< 0.1%
7.75	1	< 0.1%
7.5	1	< 0.1%
6.75	2	< 0.1%
6.5	2	< 0.1%
6.25	2	< 0.1%
6	6	< 0.1%
5.75	4	< 0.1%
5.5	10	0.1%
5.25	13	0.1%

size_house
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	956
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2083.940915

Minimum	290
Maximum	13540
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	290
5-th percentile	940
Q1	1430
median	1920
Q3	2560
95-th percentile	3770
Maximum	13540
Range	13250
Interquartile range (IQR)	1130

Descriptive statistics

Standard deviation	921.4162178
Coefficient of variation (CV)	0.442150836
Kurtosis	5.633591899
Mean	2083.940915
Median Absolute Deviation (MAD)	550
Skewness	1.502606641
Sum	38444542
Variance	849007.8465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1440	125	0.7%
1300	119	0.6%
1820	113	0.6%
1660	111	0.6%
1800	110	0.6%
1320	108	0.6%
1400	107	0.6%
1010	106	0.6%
1250	106	0.6%
1480	106	0.6%
Other values (946)	17337	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
290	1	< 0.1%
380	1	< 0.1%
384	1	< 0.1%
390	2	< 0.1%
410	1	< 0.1%
420	1	< 0.1%
430	1	< 0.1%
460	1	< 0.1%
480	1	< 0.1%
490	1	< 0.1%

Value	Count	Frequency (%)
13540	1	< 0.1%
12050	1	< 0.1%
10040	1	< 0.1%
9890	1	< 0.1%
9640	1	< 0.1%
9200	1	< 0.1%
8670	1	< 0.1%
8020	1	< 0.1%
8010	1	< 0.1%
8000	1	< 0.1%

size_lot
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8807
Distinct (%)	47.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15036.02407

Minimum	520
Maximum	1651359
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	520
5-th percentile	1824
Q1	5050
median	7600.5
Q3	10625.25
95-th percentile	42727.4
Maximum	1651359
Range	1650839
Interquartile range (IQR)	5575.25

Descriptive statistics

Standard deviation	41814.54897
Coefficient of variation (CV)	2.780957837
Kurtosis	299.5845778
Mean	15036.02407
Median Absolute Deviation (MAD)	2600.5
Skewness	13.39725552
Sum	277384572
Variance	1748456505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	309	1.7%
6000	249	1.3%
4000	218	1.2%
7200	194	1.1%
7500	100	0.5%
4800	99	0.5%
9600	96	0.5%
8400	92	0.5%
4500	91	0.5%
3600	87	0.5%
Other values (8797)	16913	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
520	1	< 0.1%
572	1	< 0.1%
600	1	< 0.1%
609	1	< 0.1%
635	1	< 0.1%
649	2	< 0.1%
675	1	< 0.1%
676	1	< 0.1%
681	1	< 0.1%
683	1	< 0.1%

Value	Count	Frequency (%)
1651359	1	< 0.1%
1164794	1	< 0.1%
1074218	1	< 0.1%
1024068	1	< 0.1%
982998	1	< 0.1%
982278	1	< 0.1%
920423	1	< 0.1%
881654	1	< 0.1%
871200	1	< 0.1%
715690	1	< 0.1%

num_floors
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.494606461

Minimum	1
Maximum	3.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1.5
Q3	2
95-th percentile	2
Maximum	3.5
Range	2.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.5408059205
Coefficient of variation (CV)	0.3618383397
Kurtosis	-0.4790163078
Mean	1.494606461
Median Absolute Deviation (MAD)	0.5
Skewness	0.6188375561
Sum	27572.5
Variance	0.2924710437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	9124	49.5%
2	7030	38.1%
1.5	1617	8.8%
3	525	2.8%
2.5	144	0.8%
3.5	8	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	9124	49.5%
1.5	1617	8.8%
2	7030	38.1%
2.5	144	0.8%
3	525	2.8%
3.5	8	< 0.1%

Value	Count	Frequency (%)
3.5	8	< 0.1%
3	525	2.8%
2.5	144	0.8%
2	7030	38.1%
1.5	1617	8.8%
1	9124	49.5%

is_waterfront
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	144.2 KiB

0	18307
1	141

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	18448
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	18307	99.2%
1	141	0.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	18307	99.2%
1	141	0.8%

Most occurring characters

Value	Count	Frequency (%)
0	18307	99.2%
1	141	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	18448	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18307	99.2%
1	141	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	18448	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18307	99.2%
1	141	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18448	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18307	99.2%
1	141	0.8%

condition
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	144.2 KiB

3	11941
4	4865
5	1466
2	150
1	26

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	18448
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	5
5th row	3

Common Values

Value	Count	Frequency (%)
3	11941	64.7%
4	4865	26.4%
5	1466	7.9%
2	150	0.8%
1	26	0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
3	11941	64.7%
4	4865	26.4%
5	1466	7.9%
2	150	0.8%
1	26	0.1%

Most occurring characters

Value	Count	Frequency (%)
3	11941	64.7%
4	4865	26.4%
5	1466	7.9%
2	150	0.8%
1	26	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	18448	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	11941	64.7%
4	4865	26.4%
5	1466	7.9%
2	150	0.8%
1	26	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	18448	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	11941	64.7%
4	4865	26.4%
5	1466	7.9%
2	150	0.8%
1	26	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18448	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	11941	64.7%
4	4865	26.4%
5	1466	7.9%
2	150	0.8%
1	26	0.1%

size_basement
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	283
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	293.5714983

Minimum	0
Maximum	4820
Zeros	11174
Zeros (%)	60.6%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	570
95-th percentile	1190
Maximum	4820
Range	4820
Interquartile range (IQR)	570

Descriptive statistics

Standard deviation	443.6075028
Coefficient of variation (CV)	1.511071427
Kurtosis	2.755863337
Mean	293.5714983
Median Absolute Deviation (MAD)	0
Skewness	1.570351748
Sum	5415807
Variance	196787.6165
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11174	60.6%
600	190	1.0%
700	182	1.0%
800	180	1.0%
500	174	0.9%
400	164	0.9%
1000	133	0.7%
900	126	0.7%
300	115	0.6%
530	93	0.5%
Other values (273)	5917	32.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11174	60.6%
10	2	< 0.1%
40	4	< 0.1%
50	8	< 0.1%
60	9	< 0.1%
65	1	< 0.1%
70	7	< 0.1%
80	17	0.1%
90	20	0.1%
100	37	0.2%

Value	Count	Frequency (%)
4820	1	< 0.1%
4130	1	< 0.1%
3500	1	< 0.1%
3480	1	< 0.1%
3000	1	< 0.1%
2850	1	< 0.1%
2810	1	< 0.1%
2730	1	< 0.1%
2720	1	< 0.1%
2620	1	< 0.1%

year_built
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	116
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1971.001138

Minimum	1900
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	1900
5-th percentile	1915
Q1	1952
median	1975
Q3	1997
95-th percentile	2011
Maximum	2015
Range	115
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	29.36161911
Coefficient of variation (CV)	0.01489680475
Kurtosis	-0.6556912762
Mean	1971.001138
Median Absolute Deviation (MAD)	23
Skewness	-0.4721390602
Sum	36361029
Variance	862.104677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2014	468	2.5%
2006	380	2.1%
2004	378	2.0%
2005	372	2.0%
2003	367	2.0%
1977	359	1.9%
2007	358	1.9%
1978	330	1.8%
2008	319	1.7%
1968	315	1.7%
Other values (106)	14802	80.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1900	75	0.4%
1901	25	0.1%
1902	20	0.1%
1903	37	0.2%
1904	41	0.2%
1905	63	0.3%
1906	77	0.4%
1907	52	0.3%
1908	73	0.4%
1909	83	0.4%

Value	Count	Frequency (%)
2015	34	0.2%
2014	468	2.5%
2013	169	0.9%
2012	144	0.8%
2011	109	0.6%
2010	122	0.7%
2009	197	1.1%
2008	319	1.7%
2007	358	1.9%
2006	380	2.1%

renovation_date
Real number (ℝ_≥0)

ZEROS

Distinct	68
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.14500217

Minimum	0
Maximum	2015
Zeros	17661
Zeros (%)	95.7%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2015
Range	2015
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	403.3712626
Coefficient of variation (CV)	4.737462592
Kurtosis	18.49656836
Mean	85.14500217
Median Absolute Deviation (MAD)	0
Skewness	4.526923714
Sum	1570755
Variance	162708.3755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17661	95.7%
2014	77	0.4%
2003	34	0.2%
2013	33	0.2%
2007	30	0.2%
2000	29	0.2%
2005	29	0.2%
1990	23	0.1%
2004	21	0.1%
2006	21	0.1%
Other values (58)	490	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17661	95.7%
1934	1	< 0.1%
1940	2	< 0.1%
1944	1	< 0.1%
1945	3	< 0.1%
1946	2	< 0.1%
1948	1	< 0.1%
1950	2	< 0.1%
1951	1	< 0.1%
1953	1	< 0.1%

Value	Count	Frequency (%)
2015	15	0.1%
2014	77	0.4%
2013	33	0.2%
2012	10	0.1%
2011	13	0.1%
2010	17	0.1%
2009	17	0.1%
2008	16	0.1%
2007	30	0.2%
2006	21	0.1%

zip
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	70
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98077.92145

Minimum	98001
Maximum	98199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	98001
5-th percentile	98004
Q1	98033
median	98065
Q3	98118
95-th percentile	98177
Maximum	98199
Range	198
Interquartile range (IQR)	85

Descriptive statistics

Standard deviation	53.49744016
Coefficient of variation (CV)	0.0005454585433
Kurtosis	-0.8627090916
Mean	98077.92145
Median Absolute Deviation (MAD)	42
Skewness	0.3999911363
Sum	1809341495
Variance	2861.976104
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98103	512	2.8%
98038	504	2.7%
98115	495	2.7%
98117	478	2.6%
98034	477	2.6%
98052	475	2.6%
98042	471	2.6%
98118	445	2.4%
98023	429	2.3%
98006	424	2.3%
Other values (60)	13738	74.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
98001	313	1.7%
98002	169	0.9%
98003	241	1.3%
98004	266	1.4%
98005	143	0.8%
98006	424	2.3%
98007	127	0.7%
98008	243	1.3%
98010	84	0.5%
98011	178	1.0%

Value	Count	Frequency (%)
98199	269	1.5%
98198	231	1.3%
98188	112	0.6%
98178	224	1.2%
98177	220	1.2%
98168	232	1.3%
98166	217	1.2%
98155	376	2.0%
98148	48	0.3%
98146	249	1.3%

latitude
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	18324
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.5600304

Minimum	47.15593331
Maximum	47.77762383
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	47.15593331
5-th percentile	47.30984567
Q1	47.47152712
median	47.57159932
Q3	47.67791844
95-th percentile	47.74987093
Maximum	47.77762383
Range	0.62169052
Interquartile range (IQR)	0.20639132

Descriptive statistics

Standard deviation	0.1385573676
Coefficient of variation (CV)	0.002913315371
Kurtosis	-0.6735891043
Mean	47.5600304
Median Absolute Deviation (MAD)	0.104722125
Skewness	-0.4865787418
Sum	877387.4407
Variance	0.01919814412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.50449008	3	< 0.1%
47.57198731	2	< 0.1%
47.68451447	2	< 0.1%
47.49598478	2	< 0.1%
47.73319725	2	< 0.1%
47.37312328	2	< 0.1%
47.64990089	2	< 0.1%
47.48395631	2	< 0.1%
47.49483567	2	< 0.1%
47.70764014	2	< 0.1%
Other values (18314)	18427	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47.15593331	1	< 0.1%
47.15932775	1	< 0.1%
47.16219954	1	< 0.1%
47.16467409	1	< 0.1%
47.17749491	1	< 0.1%
47.17757614	1	< 0.1%
47.17764305	1	< 0.1%
47.17945001	1	< 0.1%
47.180318	1	< 0.1%
47.18081934	1	< 0.1%

Value	Count	Frequency (%)
47.77762383	1	< 0.1%
47.77759209	1	< 0.1%
47.77747655	1	< 0.1%
47.77747455	1	< 0.1%
47.7774599	1	< 0.1%
47.77744884	1	< 0.1%
47.77720903	1	< 0.1%
47.77720312	1	< 0.1%
47.77713999	1	< 0.1%
47.77711975	1	< 0.1%

longitude
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	18287
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-122.2144191

Minimum	-122.5186481
Maximum	-121.315254
Zeros	0
Zeros (%)	0.0%
Negative	18448
Negative (%)	100.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	-122.5186481
5-th percentile	-122.387008
Q1	-122.3280844
median	-122.2306878
Q3	-122.1257329
95-th percentile	-121.9809708
Maximum	-121.315254
Range	1.2033941
Interquartile range (IQR)	0.20235155

Descriptive statistics

Standard deviation	0.1399104894
Coefficient of variation (CV)	-0.001144795274
Kurtosis	0.8173737449
Mean	-122.2144191
Median Absolute Deviation (MAD)	0.10073825
Skewness	0.8505957554
Sum	-2254611.603
Variance	0.01957494504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-122.3301162	3	< 0.1%
-122.3642341	2	< 0.1%
-122.3907682	2	< 0.1%
-122.1531596	2	< 0.1%
-122.3790929	2	< 0.1%
-122.3792593	2	< 0.1%
-122.0564157	2	< 0.1%
-122.355521	2	< 0.1%
-122.3485889	2	< 0.1%
-122.2689077	2	< 0.1%
Other values (18277)	18427	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-122.5186481	1	< 0.1%
-122.5147975	1	< 0.1%
-122.5139991	1	< 0.1%
-122.5112313	1	< 0.1%
-122.5112242	1	< 0.1%
-122.5090803	1	< 0.1%
-122.5089825	1	< 0.1%
-122.506548	1	< 0.1%
-122.5061813	1	< 0.1%
-122.5051716	1	< 0.1%

Value	Count	Frequency (%)
-121.315254	1	< 0.1%
-121.3194265	1	< 0.1%
-121.3248771	1	< 0.1%
-121.3590703	1	< 0.1%
-121.3639005	1	< 0.1%
-121.3640735	1	< 0.1%
-121.4020895	1	< 0.1%
-121.4028515	1	< 0.1%
-121.4172721	1	< 0.1%
-121.4729671	1	< 0.1%

avg_size_neighbor_houses
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	734
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1988.306483

Minimum	399
Maximum	6110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	399
5-th percentile	1140
Q1	1490
median	1840
Q3	2370
95-th percentile	3300
Maximum	6110
Range	5711
Interquartile range (IQR)	880

Descriptive statistics

Standard deviation	686.1731244
Coefficient of variation (CV)	0.3451043037
Kurtosis	1.541837883
Mean	1988.306483
Median Absolute Deviation (MAD)	410
Skewness	1.100529225
Sum	36680278
Variance	470833.5566
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1560	171	0.9%
1540	169	0.9%
1440	166	0.9%
1500	152	0.8%
1460	151	0.8%
1480	145	0.8%
1580	142	0.8%
1720	141	0.8%
1760	141	0.8%
1680	139	0.8%
Other values (724)	16931	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
399	1	< 0.1%
460	2	< 0.1%
620	2	< 0.1%
670	1	< 0.1%
690	2	< 0.1%
700	1	< 0.1%
710	2	< 0.1%
720	2	< 0.1%
740	7	< 0.1%
750	3	< 0.1%

Value	Count	Frequency (%)
6110	1	< 0.1%
5790	5	< 0.1%
5610	1	< 0.1%
5600	1	< 0.1%
5500	1	< 0.1%
5380	1	< 0.1%
5340	1	< 0.1%
5220	1	< 0.1%
5200	1	< 0.1%
5170	1	< 0.1%

avg_size_neighbor_lot
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	7865
Distinct (%)	42.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12571.59622

Minimum	651
Maximum	858132
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	651
5-th percentile	2004.4
Q1	5100
median	7611
Q3	10050
95-th percentile	36565.25
Maximum	858132
Range	857481
Interquartile range (IQR)	4950

Descriptive statistics

Standard deviation	26329.26021
Coefficient of variation (CV)	2.094345042
Kurtosis	130.0213224
Mean	12571.59622
Median Absolute Deviation (MAD)	2491
Skewness	9.060581717
Sum	231920807
Variance	693229943.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	375	2.0%
4000	304	1.6%
6000	241	1.3%
7200	183	1.0%
7500	128	0.7%
4800	117	0.6%
3600	96	0.5%
8400	95	0.5%
4500	94	0.5%
5100	92	0.5%
Other values (7855)	16723	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
651	1	< 0.1%
659	1	< 0.1%
748	2	< 0.1%
750	4	< 0.1%
755	1	< 0.1%
757	1	< 0.1%
788	1	< 0.1%
809	1	< 0.1%
810	2	< 0.1%
817	2	< 0.1%

Value	Count	Frequency (%)
858132	1	< 0.1%
560617	1	< 0.1%
438213	1	< 0.1%
434728	1	< 0.1%
425581	1	< 0.1%
411962	1	< 0.1%
392040	1	< 0.1%
386812	1	< 0.1%
380279	1	< 0.1%
360000	1	< 0.1%

schooldist
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3207
Distinct (%)	17.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.713536969

Minimum	0.03
Maximum	71.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0.03
5-th percentile	0.29
Q1	0.86
median	6.91
Q3	16.9
95-th percentile	26.5
Maximum	71.25
Range	71.22
Interquartile range (IQR)	16.04

Descriptive statistics

Standard deviation	9.495807697
Coefficient of variation (CV)	0.9775849649
Kurtosis	0.790883657
Mean	9.713536969
Median Absolute Deviation (MAD)	6.3
Skewness	1.002206583
Sum	179195.33
Variance	90.17036382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	94	0.5%
0.61	93	0.5%
0.47	91	0.5%
0.46	90	0.5%
0.48	85	0.5%
0.39	83	0.4%
0.59	83	0.4%
0.36	82	0.4%
0.41	81	0.4%
0.38	79	0.4%
Other values (3197)	17587	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03	1	< 0.1%
0.05	3	< 0.1%
0.06	1	< 0.1%
0.07	5	< 0.1%
0.08	15	0.1%
0.09	14	0.1%
0.1	21	0.1%
0.11	19	0.1%
0.12	27	0.1%
0.13	24	0.1%

Value	Count	Frequency (%)
71.25	1	< 0.1%
70.95	1	< 0.1%
70.54	1	< 0.1%
67.95	1	< 0.1%
67.59	1	< 0.1%
67.58	1	< 0.1%
64.81	1	< 0.1%
64.74	1	< 0.1%
64.06	1	< 0.1%
60.26	1	< 0.1%

supermarketdist
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3684
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.91556158

Minimum	0.12
Maximum	77.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0.12
5-th percentile	3.44
Q1	7.72
median	14.85
Q3	22.86
95-th percentile	32.51
Maximum	77.77
Range	77.65
Interquartile range (IQR)	15.14

Descriptive statistics

Standard deviation	9.725700391
Coefficient of variation (CV)	0.6110811952
Kurtosis	0.5914897208
Mean	15.91556158
Median Absolute Deviation (MAD)	7.46
Skewness	0.7501496581
Sum	293610.28
Variance	94.5892481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.01	20	0.1%
3.86	18	0.1%
3.55	18	0.1%
4.2	18	0.1%
4.29	18	0.1%
4.46	17	0.1%
18.27	17	0.1%
17.07	17	0.1%
4.79	17	0.1%
4.05	16	0.1%
Other values (3674)	18272	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.12	1	< 0.1%
0.28	1	< 0.1%
0.29	1	< 0.1%
0.47	1	< 0.1%
0.52	1	< 0.1%
0.56	2	< 0.1%
0.57	1	< 0.1%
0.75	1	< 0.1%
0.78	1	< 0.1%
0.79	1	< 0.1%

Value	Count	Frequency (%)
77.77	1	< 0.1%
77.51	1	< 0.1%
77.11	1	< 0.1%
74.48	1	< 0.1%
74.16	1	< 0.1%
74.12	1	< 0.1%
71.69	1	< 0.1%
71.57	1	< 0.1%
69.25	1	< 0.1%
67.4	1	< 0.1%

warehousedist
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3388
Distinct (%)	18.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.58868441

Minimum	0.05
Maximum	73.43
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0.05
5-th percentile	1.13
Q1	3.21
median	9.035
Q3	19.18
95-th percentile	28.25
Maximum	73.43
Range	73.38
Interquartile range (IQR)	15.97

Descriptive statistics

Standard deviation	9.660199668
Coefficient of variation (CV)	0.8335889844
Kurtosis	0.6795075975
Mean	11.58868441
Median Absolute Deviation (MAD)	6.525
Skewness	0.9501622572
Sum	213788.05
Variance	93.31945762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.58	40	0.2%
2.61	34	0.2%
2.5	30	0.2%
2.17	29	0.2%
2.62	29	0.2%
1.36	28	0.2%
2.2	28	0.2%
1.61	27	0.1%
3.41	26	0.1%
1.59	26	0.1%
Other values (3378)	18151	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.05	1	< 0.1%
0.1	1	< 0.1%
0.12	1	< 0.1%
0.14	2	< 0.1%
0.15	1	< 0.1%
0.16	2	< 0.1%
0.18	1	< 0.1%
0.19	3	< 0.1%
0.21	2	< 0.1%
0.22	4	< 0.1%

Value	Count	Frequency (%)
73.43	1	< 0.1%
73.12	1	< 0.1%
72.71	1	< 0.1%
70.16	1	< 0.1%
69.8	1	< 0.1%
69.78	1	< 0.1%
66.9	1	< 0.1%
66.85	1	< 0.1%
66.14	1	< 0.1%
62.5	1	< 0.1%

churchdist
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3483
Distinct (%)	18.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.38343235

Minimum	0.02
Maximum	72.83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0.02
5-th percentile	0.42
Q1	1.65
median	8.6
Q3	19.1525
95-th percentile	29.4765
Maximum	72.83
Range	72.81
Interquartile range (IQR)	17.5025

Descriptive statistics

Standard deviation	10.37529877
Coefficient of variation (CV)	0.9114385231
Kurtosis	0.273512567
Mean	11.38343235
Median Absolute Deviation (MAD)	7.49
Skewness	0.8714400901
Sum	210001.56
Variance	107.6468246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.74	53	0.3%
0.41	53	0.3%
0.5	52	0.3%
0.4	52	0.3%
0.47	50	0.3%
0.89	48	0.3%
0.62	46	0.2%
0.63	45	0.2%
0.56	45	0.2%
0.69	45	0.2%
Other values (3473)	17959	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02	1	< 0.1%
0.03	1	< 0.1%
0.04	5	< 0.1%
0.05	8	< 0.1%
0.06	4	< 0.1%
0.07	10	0.1%
0.08	17	0.1%
0.09	13	0.1%
0.1	9	< 0.1%
0.11	16	0.1%

Value	Count	Frequency (%)
72.83	1	< 0.1%
72.51	1	< 0.1%
72.11	1	< 0.1%
69.55	1	< 0.1%
69.19	1	< 0.1%
69.17	1	< 0.1%
66.31	1	< 0.1%
66.25	1	< 0.1%
65.38	1	< 0.1%
63.76	1	< 0.1%

collegedist
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4218
Distinct (%)	22.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.76923786

Minimum	0.24
Maximum	76.31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0.24
5-th percentile	2.17
Q1	6.92
median	14.26
Q3	24.77
95-th percentile	37.2165
Maximum	76.31
Range	76.07
Interquartile range (IQR)	17.85

Descriptive statistics

Standard deviation	11.88112174
Coefficient of variation (CV)	0.7085069605
Kurtosis	-0.1469904367
Mean	16.76923786
Median Absolute Deviation (MAD)	8.67
Skewness	0.7183724368
Sum	309358.9
Variance	141.1610539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.53	19	0.1%
4.26	18	0.1%
4.33	18	0.1%
3.99	17	0.1%
4.25	17	0.1%
4.01	17	0.1%
2.87	16	0.1%
2.97	16	0.1%
3.35	16	0.1%
4.06	16	0.1%
Other values (4208)	18278	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.24	2	< 0.1%
0.3	1	< 0.1%
0.31	1	< 0.1%
0.33	1	< 0.1%
0.34	1	< 0.1%
0.35	1	< 0.1%
0.38	1	< 0.1%
0.4	1	< 0.1%
0.41	1	< 0.1%
0.45	1	< 0.1%

Value	Count	Frequency (%)
76.31	1	< 0.1%
76.02	1	< 0.1%
75.61	1	< 0.1%
72.99	1	< 0.1%
72.65	1	< 0.1%
72.63	1	< 0.1%
72.29	1	< 0.1%
71.04	1	< 0.1%
69.88	1	< 0.1%
69.82	1	< 0.1%

hospitaldist
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3749
Distinct (%)	20.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.47892238

Minimum	0.07
Maximum	72.73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0.07
5-th percentile	1.25
Q1	4.14
median	10.68
Q3	20.88
95-th percentile	32.33
Maximum	72.73
Range	72.66
Interquartile range (IQR)	16.74

Descriptive statistics

Standard deviation	10.74770795
Coefficient of variation (CV)	0.7973714552
Kurtosis	0.222142814
Mean	13.47892238
Median Absolute Deviation (MAD)	7.76
Skewness	0.8550592604
Sum	248659.16
Variance	115.5132262
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.61	31	0.2%
2.62	28	0.2%
2.35	26	0.1%
1.85	25	0.1%
1.93	25	0.1%
2.65	25	0.1%
1.34	24	0.1%
1.88	23	0.1%
2.22	23	0.1%
1.71	23	0.1%
Other values (3739)	18195	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07	1	< 0.1%
0.08	1	< 0.1%
0.1	1	< 0.1%
0.11	1	< 0.1%
0.13	2	< 0.1%
0.14	2	< 0.1%
0.15	2	< 0.1%
0.17	3	< 0.1%
0.18	2	< 0.1%
0.19	1	< 0.1%

Value	Count	Frequency (%)
72.73	1	< 0.1%
72.43	1	< 0.1%
72.02	1	< 0.1%
69.42	1	< 0.1%
69.06	2	< 0.1%
68.53	1	< 0.1%
67.39	1	< 0.1%
66.31	1	< 0.1%
66.24	1	< 0.1%
61.61	1	< 0.1%

train_stationdist
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3867
Distinct (%)	21.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.57107925

Minimum	0.1
Maximum	74.54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	1.66
Q1	5.25
median	11.74
Q3	22.07
95-th percentile	33.54
Maximum	74.54
Range	74.44
Interquartile range (IQR)	16.82

Descriptive statistics

Standard deviation	11.00772986
Coefficient of variation (CV)	0.7554505519
Kurtosis	0.1070939973
Mean	14.57107925
Median Absolute Deviation (MAD)	7.79
Skewness	0.8144706752
Sum	268807.27
Variance	121.1701167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.25	26	0.1%
2.37	20	0.1%
2.88	20	0.1%
2.33	20	0.1%
3.4	20	0.1%
2.01	19	0.1%
2.12	19	0.1%
2.84	19	0.1%
1.79	18	0.1%
3.1	18	0.1%
Other values (3857)	18249	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1	< 0.1%
0.15	1	< 0.1%
0.2	1	< 0.1%
0.24	3	< 0.1%
0.25	1	< 0.1%
0.26	4	< 0.1%
0.27	2	< 0.1%
0.28	2	< 0.1%
0.29	2	< 0.1%
0.32	1	< 0.1%

Value	Count	Frequency (%)
74.54	1	< 0.1%
74.25	1	< 0.1%
73.84	1	< 0.1%
71.23	1	< 0.1%
70.87	2	< 0.1%
68.9	1	< 0.1%
68.87	1	< 0.1%
68.15	1	< 0.1%
68.07	1	< 0.1%
63.54	1	< 0.1%

universitydist
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4013
Distinct (%)	21.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.22622615

Minimum	0.12
Maximum	73.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0.12
5-th percentile	1.43
Q1	5.9
median	12.53
Q3	22.58
95-th percentile	35.0365
Maximum	73.53
Range	73.41
Interquartile range (IQR)	16.68

Descriptive statistics

Standard deviation	11.2432905
Coefficient of variation (CV)	0.7384160983
Kurtosis	0.09924153784
Mean	15.22622615
Median Absolute Deviation (MAD)	7.83
Skewness	0.8019840244
Sum	280893.42
Variance	126.4115814
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.55	22	0.1%
3.23	20	0.1%
1.68	20	0.1%
1.35	20	0.1%
1.5	20	0.1%
3.95	20	0.1%
1.37	19	0.1%
4.69	18	0.1%
2.99	17	0.1%
1.4	17	0.1%
Other values (4003)	18255	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.12	1	< 0.1%
0.13	1	< 0.1%
0.17	3	< 0.1%
0.18	2	< 0.1%
0.19	3	< 0.1%
0.2	2	< 0.1%
0.21	2	< 0.1%
0.22	2	< 0.1%
0.23	2	< 0.1%
0.25	2	< 0.1%

Value	Count	Frequency (%)
73.53	1	< 0.1%
73.25	1	< 0.1%
72.84	1	< 0.1%
71.05	1	< 0.1%
70.22	1	< 0.1%
69.87	1	< 0.1%
69.86	1	< 0.1%
68.83	1	< 0.1%
67.21	1	< 0.1%
67.12	1	< 0.1%

hangardist
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3572
Distinct (%)	19.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.37227179

Minimum	0.08
Maximum	71.04
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	144.2 KiB

Quantile statistics

Minimum	0.08
5-th percentile	2.62
Q1	6.15
median	10.21
Q3	19.3225
95-th percentile	30.7665
Maximum	71.04
Range	70.96
Interquartile range (IQR)	13.1725

Descriptive statistics

Standard deviation	9.466188402
Coefficient of variation (CV)	0.7078967994
Kurtosis	1.061115416
Mean	13.37227179
Median Absolute Deviation (MAD)	5.25
Skewness	1.105302022
Sum	246691.67
Variance	89.60872286
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.18	25	0.1%
5.81	24	0.1%
5.41	23	0.1%
5.35	23	0.1%
5.82	23	0.1%
7.46	22	0.1%
7.21	22	0.1%
6.29	22	0.1%
5.69	22	0.1%
6.04	22	0.1%
Other values (3562)	18220	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.08	1	< 0.1%
0.13	1	< 0.1%
0.14	1	< 0.1%
0.2	1	< 0.1%
0.21	1	< 0.1%
0.24	2	< 0.1%
0.25	1	< 0.1%
0.31	1	< 0.1%
0.32	2	< 0.1%
0.35	1	< 0.1%

Value	Count	Frequency (%)
71.04	1	< 0.1%
70.74	1	< 0.1%
70.33	1	< 0.1%
67.74	1	< 0.1%
67.7	1	< 0.1%
67.38	1	< 0.1%
67.37	1	< 0.1%
66.03	1	< 0.1%
64.57	1	< 0.1%
64.51	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	price	num_bed	num_bath	size_house	size_lot	num_floors	condition	size_basement	year_built	renovation_date	zip	latitude	longitude	avg_size_neighbor_houses	avg_size_neighbor_lot	schooldist	supermarketdist	warehousedist	churchdist	collegedist	hospitaldist	train_stationdist	universitydist	hangardist
0	221900	3	1.00	1180	5650	1.0	3	0	1955	0	98178	47.511234	-122.256775	1340	5650	0.23	6.27	2.32	3.55	12.70	6.87	8.62	10.55	5.28
1	538000	3	2.25	2570	7242	2.0	3	400	1951	1991	98125	47.721023	-122.318862	1690	7639	0.91	12.04	1.46	0.21	2.58	1.80	2.08	6.51	5.64
2	180000	2	1.00	770	10000	1.0	3	0	1933	0	98028	47.737927	-122.233196	2720	8062	4.26	16.10	4.82	4.58	8.60	7.95	8.10	9.42	6.11
3	604000	4	3.00	1960	5000	1.0	5	910	1965	0	98136	47.520820	-122.393185	1360	5000	1.23	6.16	4.69	2.03	11.95	7.80	8.93	8.47	6.04
4	510000	3	2.00	1680	8080	1.0	3	0	1987	0	98074	47.616812	-122.044901	1800	7503	17.55	22.18	20.45	18.70	20.80	18.47	19.61	18.18	17.88
5	1225000	4	4.50	5420	101930	1.0	3	1530	2001	0	98053	47.656118	-122.005287	4760	101930	19.44	25.92	22.92	21.51	24.16	20.74	22.44	21.37	19.45
6	257500	3	2.25	1715	6819	2.0	3	0	1995	0	98003	47.309720	-122.327049	2238	6819	21.59	26.40	22.55	25.86	34.14	28.10	29.99	30.93	25.49
7	229500	3	1.00	1780	7470	1.0	3	730	1960	0	98146	47.512294	-122.336595	1780	8113	1.74	4.04	3.28	4.84	11.67	5.92	7.68	8.40	3.29
8	323000	3	2.50	1890	6560	2.0	3	0	2003	0	98038	47.368407	-122.030818	2390	7570	22.77	29.56	25.01	26.42	35.25	30.03	31.59	33.71	28.57
9	662500	3	2.50	3560	9796	1.0	3	1700	1965	0	98007	47.600660	-122.145296	2210	8925	10.79	14.51	12.80	11.11	13.37	12.30	11.89	10.98	11.64

Last rows

	price	num_bed	num_bath	size_house	size_lot	num_floors	condition	size_basement	year_built	zip	latitude	longitude	avg_size_neighbor_houses	avg_size_neighbor_lot	schooldist	supermarketdist	warehousedist	churchdist	collegedist	hospitaldist	train_stationdist	universitydist	hangardist
18438	224000	3	1.75	1500	11968	1.0	3	0	2014	98010	47.309481	-122.002146	1320	11303	28.85	35.74	31.06	32.81	41.80	36.37	38.01	40.06	34.77
18439	507250	3	2.50	2270	5536	2.0	3	0	2003	98065	47.538886	-121.881214	2270	5731	28.56	33.13	30.76	29.29	34.24	32.15	32.23	31.99	31.21
18440	429000	3	2.00	1490	1126	3.0	3	0	2014	98144	47.569929	-122.288021	1400	1230	0.43	3.55	3.01	1.17	5.78	1.61	2.07	4.36	0.40
18441	610685	4	2.50	2520	6023	2.0	3	0	2014	98056	47.513674	-122.167422	2520	6023	6.89	12.15	9.05	8.35	16.30	11.85	13.09	15.35	11.17
18442	1007500	4	3.50	3510	7200	2.0	3	910	2009	98136	47.553718	-122.398209	2050	6200	1.35	5.85	4.64	1.50	9.08	6.74	7.10	5.82	6.29
18443	360000	3	2.50	1530	1131	3.0	3	0	2009	98103	47.699285	-122.346105	1530	1509	1.43	9.46	2.26	0.12	0.91	1.37	1.41	4.89	6.37
18444	400000	4	2.50	2310	5813	2.0	3	0	2014	98146	47.510733	-122.361867	1830	7200	1.04	5.08	3.85	3.66	12.17	6.96	8.50	8.73	4.58
18445	402101	2	0.75	1020	1350	2.0	3	0	2009	98144	47.594358	-122.298654	1020	2007	0.56	4.09	1.33	1.66	3.03	1.63	0.54	2.14	2.73
18446	400000	3	2.50	1600	2388	2.0	3	0	2004	98027	47.534499	-122.069087	1410	1287	14.46	19.02	16.66	15.17	21.08	18.18	18.64	19.28	17.34
18447	325000	2	0.75	1020	1076	2.0	3	0	2008	98144	47.594059	-122.298635	1020	1357	0.59	4.11	1.34	1.70	3.05	1.66	0.52	2.16	2.70

Most frequently occurring

	price	num_bed	num_bath	size_house	size_lot	num_floors	condition	size_basement	year_built	renovation_date	zip	latitude	longitude	avg_size_neighbor_houses	avg_size_neighbor_lot	schooldist	supermarketdist	warehousedist	churchdist	collegedist	hospitaldist	train_stationdist	universitydist	hangardist	# duplicates
0	550000	4	1.75	2410	8447	2.0	4	350	1936	1980	98074	47.649901	-122.088260	2520	14789	13.37	19.66	17.31	15.45	17.91	14.56	16.20	15.11	13.52	2
1	555000	3	2.50	1940	3211	2.0	3	0	2009	0	98027	47.564378	-122.093255	1880	3078	13.36	17.26	15.80	13.56	18.13	16.07	16.02	16.08	15.07	2
2	585000	3	2.50	2290	5089	2.0	3	0	2001	0	98006	47.544285	-122.171537	2290	7984	7.31	11.26	9.50	7.44	13.87	10.40	11.12	12.57	9.60	2

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring